{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis of MAESTRO results\n",
    "\n",
    "### MAESTRO \n",
    "\n",
    "* An Open-source Infrastructure for Modeling Dataflows within Deep Learning Accelerators  ([https://github.com/maestro-project/maestro](https://github.com/maestro-project/maestro))\n",
    "\n",
    "\n",
    "* The throughput and energy efficiency of a dataflow changes dramatically depending on both the DNN topology (i.e., layer shapes and sizes), and accelerator hardware resources (buffer size, and network-on-chip (NoC) bandwidth). This demonstrates the importance of dataflow as a first-order consideration for deep learning accelerator ASICs, both at design-time when hardware resources (buffers and interconnects) are being allocated on-chip, and compile-time when different layers need to be optimally mapped for high utilization and energy-efficiency.\n",
    "\n",
    "\n",
    "### MAESTRO Result Analysis\n",
    "\n",
    "* This script is written to analyze the detailed output of MAESTRO per layer using various graphing techniques to showcase interesting results and filter out important results from the gigantic output file that the tool dumps emphasising the importance of Hardware Requirements and Dataflow used per layer for a DNN Model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 - Packages\n",
    "\n",
    "Let's first import all the packages that you will need during this assignment. \n",
    "- [numpy](www.numpy.org) is the fundamental package for scientific computing with Python.\n",
    "- [matplotlib](http://matplotlib.org) is a library to plot graphs in Python.\n",
    "- [pandas](https://pandas.pydata.org)  is a fast, powerful and easy to use open source data analysis and manipulation tool\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline \n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from graph_util import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 - Reading the output file\n",
    "\n",
    "Please provide the output file for your Maestro run to be read by the script with the path relative to the script.\n",
    "\n",
    "\n",
    "pd.read_csv(\"name of your csv file\")\n",
    "\n",
    "As an example we are reading file in tools/jupyter_notebook/data folder including **data/Resnet50_kcp_ws.csv** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "resnet50_kcp_ws_pe256_data = pd.read_csv('data/Resnet50_kcp_ws_pe256.csv')\n",
    "resnet50_rs_pe256_data = pd.read_csv('data/Resnet50_rs_pe256.csv')\n",
    "mobilenetv2_kcp_ws_pe256_data = pd.read_csv('data/MobileNetV2_kcp_ws_pe256.csv')\n",
    "\n",
    "resnet50_kcp_ws_pe1024_data = pd.read_csv('data/Resnet50_kcp_ws_pe1024.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 - Creating Graphs\n",
    "\n",
    "Graphs can be generated by assigning values to the variables provided below in the code.\n",
    "\n",
    "\n",
    "The graphs are created by draw_graph function which operates on the variables provided below.\n",
    "\n",
    "## 3- Understanding the Variables\n",
    "\n",
    "* x = \"x axis of your graph\" \n",
    "    - One can simply assign the column name from the csv to this graph as shown below in the code. Also, an alternate way is to select the column number from dataframe.columns. For example: for this case it will be new_data.columns[1] that corresponds to 'Layer Number'.\n",
    "\n",
    "* y = \"y axis of your graph\" \n",
    "     - One can simply assign the column name from the csv to this graph as shown below in the code. Also, an alternate way is to select the column number from dataframe.columns. For example: for this case it will be new_data.columns[5] that corresponds to 'Throughput (MACs/Cycle)'.\n",
    "    - User can compare multiple bar graphs by providing a list to y.\n",
    "\n",
    "* color = \"color of the graph\"\n",
    "\n",
    "* figsize = \"Controls the size of the graph\"\n",
    "\n",
    "* Legend =\" Do you want a legend or not\" -> values (True/False)\n",
    "\n",
    "* title = \"title of your graph\"\n",
    "\n",
    "* xlabel = \"xlabel name on the graph\"\n",
    "\n",
    "* ylabel = \"ylabel name on the graph\"\n",
    "\n",
    "* start_layer = \"start layer that you want to  analyse\" \n",
    "    - a subset of layers to be plotted which are of interest. This variable allows you to do that.\n",
    "\n",
    "* end_layer =\"last layer that you want to analyse\"\n",
    "    - a subset of layers to be plotted which are of interest. This variable allows you to do that. Please provide \"all\" if you want all the layers to be seen in the graph\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x123605450>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare two different dataflow on the same DNN and HW\n",
    "\n",
    "x = 'Layer Number'\n",
    "y = 'Avg number of utilized PEs'\n",
    "color = 'blue'\n",
    "figsize = (20,7)\n",
    "legend = 'true'\n",
    "title = 'PE Utilization on resnet50_kcp_ws_pe256'\n",
    "xlabel = x\n",
    "ylabel = y\n",
    "start_layer = 0\n",
    "end_layer = 'all'\n",
    "draw_graph(resnet50_kcp_ws_pe256_data, y, x, color, figsize, legend, title, xlabel, ylabel, start_layer, end_layer)\n",
    "\n",
    "x = 'Layer Number'\n",
    "y = 'Avg number of utilized PEs'\n",
    "color = 'red'\n",
    "figsize = (20,7)\n",
    "legend = 'true'\n",
    "title = 'PE Utilization on resnet50_rs_pe256'\n",
    "xlabel = x\n",
    "ylabel = y\n",
    "start_layer = 0\n",
    "end_layer = 'all'\n",
    "draw_graph(resnet50_rs_pe256_data, y, x, color, figsize, legend, title, xlabel, ylabel, start_layer, end_layer)\n",
    "\n",
    "#draw_two_graph(resnet50_kcp_ws_data, resnet50_rs_data, y, x, color, figsize, legend, title, xlabel, ylabel, start_layer, end_layer)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x111beea50>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare two different dataflow on same DNN and HW\n",
    "\n",
    "x = 'Layer Number'\n",
    "y = 'Activity count-based Energy (nJ)' \n",
    "color = 'blue'\n",
    "figsize = (20,7)\n",
    "legend = 'true'\n",
    "title = 'Activity Count-Based Energy on resnet50_kcp_ws_pe256'\n",
    "xlabel = x\n",
    "ylabel = y\n",
    "start_layer = 0\n",
    "end_layer = 'all'\n",
    "draw_graph(resnet50_kcp_ws_pe256_data, y, x, color, figsize, legend, title, xlabel, ylabel, start_layer, end_layer)\n",
    "\n",
    "x = 'Layer Number'\n",
    "y = 'Activity count-based Energy (nJ)' \n",
    "color = 'red'\n",
    "figsize = (20,7)\n",
    "legend = 'true'\n",
    "title = 'Activity Count-Based Energy on resnet50_rs_pe256'\n",
    "xlabel = x\n",
    "ylabel = y\n",
    "start_layer = 0\n",
    "end_layer = 'all'\n",
    "draw_graph(resnet50_rs_pe256_data, y, x, color, figsize, legend, title, xlabel, ylabel, start_layer, end_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12456d4d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare two different DNNs with same dataflow and HW\n",
    "\n",
    "x = 'Layer Number'\n",
    "y = 'Runtime (Cycles)' \n",
    "color = 'blue'\n",
    "figsize = (20,7)\n",
    "legend = 'true'\n",
    "title = 'Runtime on resnet50_kcp_ws_pe256'\n",
    "xlabel = x\n",
    "ylabel = y\n",
    "start_layer = 0\n",
    "end_layer = 'all'\n",
    "draw_graph(resnet50_kcp_ws_pe256_data, y, x, color, figsize, legend, title, xlabel, ylabel, start_layer, end_layer)\n",
    "\n",
    "x = 'Layer Number'\n",
    "y = 'Runtime (Cycles)' \n",
    "color = 'green'\n",
    "figsize = (20,7)\n",
    "legend = 'true'\n",
    "title = 'Runtime on mobilenetv2_kcp_ws_pe256'\n",
    "xlabel = x\n",
    "ylabel = y\n",
    "start_layer = 0\n",
    "end_layer = 'all'\n",
    "draw_graph(mobilenetv2_kcp_ws_pe256_data, y, x, color, figsize, legend, title, xlabel, ylabel, start_layer, end_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x124d43d50>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare two different HWs with same dataflow and DNN\n",
    "\n",
    "x = 'Layer Number'\n",
    "y = 'Runtime (Cycles)' \n",
    "color = 'blue'\n",
    "figsize = (20,7)\n",
    "legend = 'true'\n",
    "title = 'Runtime on resnet50_kcp_ws_pe256'\n",
    "xlabel = x\n",
    "ylabel = y\n",
    "start_layer = 0\n",
    "end_layer = 'all'\n",
    "draw_graph(resnet50_kcp_ws_pe256_data, y, x, color, figsize, legend, title, xlabel, ylabel, start_layer, end_layer)\n",
    "\n",
    "x = 'Layer Number'\n",
    "y = 'Runtime (Cycles)' \n",
    "color = 'brown'\n",
    "figsize = (20,7)\n",
    "legend = 'true'\n",
    "title = 'Runtime on resnet50_kcp_ws_pe1024'\n",
    "xlabel = x\n",
    "ylabel = y\n",
    "start_layer = 0\n",
    "end_layer = 'all'\n",
    "draw_graph(resnet50_kcp_ws_pe1024_data, y, x, color, figsize, legend, title, xlabel, ylabel, start_layer, end_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
